RAG Chatbot Skill

Instructions

1. Setup

   • Create Python virtual environment
   • Install dependencies:

     pip install fastapi uvicorn pydantic openai qdrant-client asyncpg langchain-text-splitters tenacity python-dotenv
     

   • Create .env.example with: OPENAI_API_KEY, QDRANT_URL, QDRANT_API_KEY, NEON_DATABASE_URL, EMBED_MODEL, CHAT_MODEL

2. Data model

   • Neon tables:
     • documents(id, path, checksum, meta jsonb)
     • chunks(id, doc_id, content, meta jsonb)
     • sessions(id, user_id, prefs jsonb)
   • Qdrant collection book_chunks with payload: doc_path, module, week, tags, heading_path